Graphs and charts portray this same information—frequencies, proportions, percentages, and rates—using pictures rather than numbers. Pictorial representations are more engaging than their numerical counterparts and can capture audiences’ interest more effectively. Pie charts can be used with categorical variables that have five or fewer classes and are in percentage format. Bar graphs are useful for categorical variables with any number of classes. They can be made from frequencies, proportions, percentages, or rates. For continuous data, histograms and frequency polygons can be used to graph frequencies, proportions, or percentages. Line graphs are useful for longitudinal data. Finally, some continuous variables that do not have a clear shape and are difficult to interpret in their raw form can be grouped. Grouping transforms continuous variables into ordinal ones. Histograms can be used to display data that have been grouped.
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